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  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "['columns', 'values']\n['序号' '时间' '国内生产总值_当季值(亿元)' '第一产业增加值_当季值(亿元)' '第二产业增加值_当季值(亿元)'\n '第三产业增加值_当季值(亿元)' '农林牧渔业增加值_当季值(亿元)' '工业增加值_当季值(亿元)' '建筑业增加值_当季值(亿元)'\n '批发和零售业增加值_当季值(亿元)' '交通运输、仓储和邮政业增加值_当季值(亿元)' '住宿和餐饮业增加值_当季值(亿元)'\n '金融业增加值_当季值(亿元)' '房地产业增加值_当季值(亿元)' '其他行业增加值_当季值(亿元)']\n[[1 '2000年第一季度' 21329.9 ... 1235.9 933.7 3586.1]\n [2 '2000年第二季度' 24043.4 ... 1124.0 904.7 3464.9]\n [3 '2000年第三季度' 25712.5 ... 1170.4 1070.9 3518.2]\n ...\n [67 '2016年第三季度' 190529.5 ... 15472.5 12164.1 37964.1]\n [68 '2016年第四季度' 211281.3 ... 15548.7 13214.9 39848.4]\n [69 '2017年第一季度' 180682.7 ... 17213.5 12393.4 42443.1]]\n"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "data=np.load('国民经济核算季度数据.npz',allow_pickle=True)\n",
    "print(data.files)\n",
    "print(data['columns'])\n",
    "print(data['values'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "plt.figure(figsize=(10,8))\n",
    "\n",
    "l=['-','--','-.']\n",
    "c=['r','b','y']\n",
    "m=['o','*','D']\n",
    "\n",
    "plt.rcParams['font.family']='STSong'\n",
    "plt.rcParams['font.size']=14\n",
    "plt.xticks(range(0,70,4),data['values'][range(0,70,4),1],rotation=45)\n",
    "for j,i in enumerate([3,4,5]):\n",
    "    plt.plot(data['values'][:,1],data['values'][:,i],linestyle=l[j],color=c[j],marker=m[j])\n",
    "plt.xlabel('季度')\n",
    "plt.ylabel('生产总值（亿元）')\n",
    "plt.ylim((0,115000))\n",
    "plt.title('2000-2017年各季度各产业生产总值折线图')\n",
    "plt.legend(['第一产业','第二产业','第三产业'])\n",
    "plt.savefig('2000-2017年各季度各产业生产总值折线图.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "plt.figure(figsize=(10,8))\n",
    "\n",
    "plt.rcParams['font.family']='STSong'\n",
    "plt.rcParams['font.size']=14\n",
    "plt.xticks(range(0,70,4),data['values'][range(0,70,4),1],rotation=45)\n",
    "for i in [3,4,5]:\n",
    "    plt.scatter(data['values'][:,1],data['values'][:,i])\n",
    "plt.xlabel('季度')\n",
    "plt.ylabel('生产总值（亿元）')\n",
    "plt.ylim((0,115000))\n",
    "plt.title('2000-2017年各季度各产业生产总值散点图')\n",
    "plt.legend(['第一产业','第二产业','第三产业'])\n",
    "plt.savefig('2000-2017年各季度各产业生产总值散点图.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 720x576 with 1 Axes>",
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5zi8QBbeZfQD4yyAGw2zmnMscMX8n8Hhm6yetjl8AV/Z2jtv8SPuUc+6m6PF2wK3pg8EyXv+Uc+7u6GH6IKE/ROcVs7XutgVu6iVAv2hmj6R18c4B/g7QM2DNzLY0s5lRN/jXgJt76s0wyTm37mDIzN7pYxDbrfhz7WQJbfCXFb6Z5fkBcc79pJdFE/GXJaZ6WT5cpjGEc7bR38cR+APZ1W79BCVfxY+cnxi1XD+IP1i6zswucM79K4fND6rFbWbvw/cK3Yj/bOV0hUDGNibhD4T3xV/P/fOBbkNKg4J7mJjZYfiRvp9PC4MyoBY/UvubwFfMz59cBtzWE7zR+bZT8IOL3sF3zX6jp+XonHvbzC41P4tZz2j0XgcJRedRrwAmm9lFaYtqiWbRcs4lzOwGMzsXf313zyQt6ds5Ft/FXGdmn3HO/TljeXW07gaiurOGds+qfSzrGaE/5HPmzrlP91pAH6PAs9jcOfdqxnM/A35tZivwE4Wc3UsNmQc1gxKFVXUOXb1D0eice3sEt9+jHvh9v6/q3YlkGZzmnFtiZqennU7ZxTn3kJl9HX+OOfN0VBkbfxYH3OKODpLnOed+FB10bom/XLM/G3z/Rv9vLzezK/CD0/5lZju6DWciFFFwD5eotdXf77O3qSd7WnLf7mP54/hLuXKpZQ0Zg3J6ed1twG19LL+aaLRrL8vb8S33gSqnn/DOEOxmONG502zhW4Wf0WwXoM3MPoM/V740y2vTDfa97IfvyRiwKEzM9TMlaZb1DsZP0vNfg9lvtI3D8WMslkWPJ+APQN7oe81et3cY8N+sHxGeGX5/iV5XBZxrZnc65x607DcwKSf7IM3e9v15t+FcBRX4mddOcM6dGj19Kv5US3qvRW+f9UpgF8s+zSv4U023m1nPQMDpwP/mWq8ULwW3hFDO+lH1uahm48uv0uV017HoVEHPNfWTctz3qaQdcEUheDz+FMilzrl/mJ+U5bv4iVzW4nsLVgHfTO8mj2RO3JJuJ7L8XqKA+Cx9XMLVj/HAfeYnrtmoGzytnrYstTkz+yu+6/Ya/PXv2WQOTusxH3jRzPaIDvTOAy7K8rpc3Y+fRrVnXoPXzewp/Aj8bnxIVuO74/+Dv8IAl3YNfZoWYIvo/bXjTxX8MS0oe0zED3ycYmbvOuf+Fj3/Afzv5UsA0aCyLZ1zX89Yv4zsn/cqMuYq70s0OG3TXF4rxU3BLSGswn/R5qoM+L/eLh8ys40GhWXjnFthZs/hxwv0u0503v9f+BHl++EHmU3FT47x0Z5WlXPuDvzNT/bGd3F+BH9pT7Zz+E8457LehtPM/sL6EeQ9zxl+Cs2FmQPpchVd3ZDLLS77FJ06WZ127n+g6x8N3OI2nFBnQDJPFTjnPh21rmvwod0FdLgcbsThnOs5ENpjkLU8TDQwNPp8bJIltMF/3nvr7Xi4l+ez6WBgfzdSpGyQf4MiRc/MKqNBTvX4mb6W9bvS8NdQB3S5HO7ale/MbLpz7p3QdYyEns9K6DqkNCi4RURECkiwQT8iIiIycApuERGRAqLgFhERKSAKbhERkQKi4BYRESkgCm4REZECouAWEREpIApuERGRAqLgFhERKSAKbhERkQKi4BYRESkgCm4REZECouAWEREpIApuERGRAqLgFhERKSAKbhERkQKi4BYRESkgCm4REZECouAWEREpIApuEcmJmVnoGkREwS1SkMzsEDN7f8Zzp5nZdiO42woz+5mZ7T+QlcxsnpmNif59dM+/RWRwFNwiBcbMaoAzgFfMrNzMPhGF4QHOuRd6XmNmnx/CPsrNrDz9OedcJ/AT4CMZr60wsx/3sbkTgA9F/z4DqB1sXSICFaELEJEBOxuYATwCvAd0A3OB2Wb2PPBu9LouM7vWObfczCqcc129bdDMPgBs4Zy7JnoqBtxtZo29vP7uLM/t45y7N8vL24Bno38vd86t7PcdikivFNwiBcTMtgHmOuc+YGZfAp4AEsBZzrk9zOxgoNo5d0PGqteb2XjA9bH5pJld75zrcs41AjtF+5wA7OGcuyWjlvOAx51zd2U8H3POJdOeyrpPM6sA5jnnHur3jYvIOgpukQJhZmXAscCtZvYPYBqwA/A6sNTMDsT/TS8wswPTA9U597HB7tc512xmW5lZ3DkXj2qZBGwPXJZllQozO8o597d+Nn0ccKKZHeycSw22PpFSo3PcIoWjAvgBcCNwrHPufc45A/YFbnfO7eec2wt/PnlYBqmZ2Z5mVgX8Gng5bdFBwOnOuXYz28HM5vcsiLrCdzKzWX1s14CTgeMU2iIDoxa3SIFwznUAmNnmwANm9mq0qAaYFrW4ASYAvxim3Z4M/Bh/nhozOy1t2efSrhBbamYnp4XwdcC3o/WzOQb4Q9QlLyIDoOAWKTz7ASf1dIWb2RzgeOfcd6PHewObD9O+UvhW8ZKBrOScS5jZR6IR8BuIWvALnHNnDVONIiVFwS1SQMxsLPBfwOtmdlH0dGaLG6A2Gkl+xRB3WQm0DnLdZb08fwJwySC3KVLyFNwiBcQ512Jmn3TOPQwQhbcBqZ4Wd/T86cBwdEPXAU2DXPdg51xbxoRrE4Alzrm3h1yZSInS4DSRAuOce9jMxprZxcDdwBXgB3yZ2QwzqwR2B56MLrnKiZmNM7MfZExt6qKJVwZTZ3OWp5szLx8TkYFRi1ukwJjZfsDOwKXOuVVmNhcw55yLrtW+GnjKOfemmX3KzM4BWgawi72Be6PtvjDA2iqBLudcX9eL97y2FjjbOfe9gexDpNRZDn9fIpIHzGwysA/wrHPupbTntwUOcs79LHpcNtRLrKJW9/eB72dMptLfekcCFwGrB7C7rznnHh1giSIlS8EtIhsxs48ATzrnloeuRUQ2pOAWEREpIBqcJiIiUkAU3CIiIgVEwS0iIlJAFNwiIiIFRMEtIiJSQBTcIiIiBUTBLSIiUkAU3CIiIgVEc5WLDJd4bAKwKTADf1etquinOu3fvf1UAw5Yi59XvDXtpwVI4u/S1Rz9t4l4ciDzj4tIkdDMaSL9icdi+EDuCeVNszyeAdSOcmUdwEpgKfBa9POftH8vI57sGuWaRGSEKbhFesRjdUA9sFPaf3cEYiHLGoIu4A02DPPXgFeABPHk2oC1icggKbil9MRjFcA2bBjQ9cDskGWNsi7gWeBR4JHov8+ohS6S/xTcUvzisU2BD0U/HwC2x59Tlg2tBZ7Eh3hPoL9CPKkvCZE8ouCW4hOPTcaH9P7Rz7ZhCypozcBjwEPA7cADxJPdYUsSKW0Kbil8/tz0vqwP6nrAgtZUvJqAO4CbgVuIJ98LXI9IyVFwS+GJxwxYAHyM9d3f5UFrKk0OeBwf4jcDjxJPpsKWJFL8FNxSOOKx3YFPAscAMwNXIxtbDtyGD/HbiCcbA9cjUpQU3JLf4rFd8WF9LDAnbDEyAN3AvcAVwDXEk2sC1yNSNBTckn/isZ3wQf1JYKvA1cjQtQDXApcDd2uUusjQKLglP8Rj2wCfwof19oGrkZGzFN8KX0Q8+WroYkQKkYJbwonHyoDDgDOBAwJXI6PvPmARcDXx5KrQxYgUCgW3jL54bCJwKnAGOm8t/kYqfwN+Tzz5j9DFiOQ7BbeMnnisHt+6/gwwJnA1kp+eAv4buEoTvYhkp+CWkRWPlQNHAF/GT5IikoslwI+B3xFPtgauRSSvKLhlZPhpR08DvgDMClyNFK6VwC+A/yGeXBG6GJF8oOCW4eUD++vAlxj9+1NL8VoL/AH4IfHka6GLEQlJwS3Dw88Xfg5wNlAXuBopXt3ANcAPiCefCF2MSAgKbhmaeKwWP+DsPGBy4GqktNwOfJ148qnQhYiMJgW3DE48VoU/h30BMCNwNVK6UvgJXS4gnnwrdDEio0HBLQPjR4mfCHwLmB24GpEercCPgEuJJ1tCFyMykhTckht/K81jgW8D2wauRqQ37wAX4Sdz0S1GpSgpuKV//naav8Df91qkECSArxFP3ha6EJHhpuCW3vlLuy4BTgEscDUig3EbcC7x5DOhCxEZLgpu2Zi/+cepwPeBSYGrERmqbvw14OcTTy4PXYzIUCm4ZUPx2PuBXwO7hS5FZJitAL5EPHlV6EJEhkLBLZ6/Hvs7+AlUygNXIzKS/gZ8gXjy3dCFiAyGglsgHjsA+A0wN3QpIqOkEfgy8eSfQxciMlAK7lIWj03C34GpIXQpIoHcCHyeePLt0IWI5ErBXarisYOBy4FpgSsRCa0JOJt4clHoQkRyoeAuNfFYJX60+DnoEi+RdDcDpxNPvhm6EJG+KLhLSTw2F7gSmB+6FJE8lQTOIZ78fehCRHqj4C4V8din8Jd56ZabIv27HjiZeLI5dCEimRTcxS4eGwP8HDg5dCkiBeY/wLHEk4+HLkQkXVnoAmQExWM7A4+j0BYZjC2B+4nHzghdiEg6tbiLVTz2ReCHQE3oUkSKwF+B04gn14QuRETBXWzisYnA74EjQ5ciUmReAI4knnwxdCFS2hTcxSQe2w5YjO/iE5Hhtwo4gXjyxtCFSOlScBeLeGx/4FpgQuhSRIqcA/4LiBNP6gtURp2CuxjEYyfj5xqvDF2KSAm5Cd/6ToYuREqLgruQxWMGXAx8I3QpIiXqBeBg4smloQuR0qHgLlTxWA1+rvFPBq5EpNS9iQ/vZ0IXIqVBwV2I4rGpwA3AHqFLERHA36jkMOLJ+0MXIsVPE7AUGj9y/CEU2iL5ZCJwB/HYYaELkeKn4C4k8diHgAfR5V4i+agW+Fs0WFRkxCi4C0U8dgJwG7rcSySflQO/Jx5bGLoQKV46x10I4rHPAv+H7p8tUkh+ir9FqL5kZVgpuPNdPHYK8L8otEUK0Z/xtwftDF2IFA8Fdz5TaIsUg9uAo4knW0IXIsVBwZ2v4rFTgd+i0BYpBvcDBym8ZThocFo+UmiLFJsF+BHn1aELkcKn4M438dhpKLRFitGHgb8Sj1WELkQKm4I7n/jQ/g0KbZFidSTwh+g+AyKDouDOF/HY6Si0RUrB8cAvQhchhUvBnQ98aP8ahbZIqfgC8diloYuQwqRR5aHFY58ArkahLVKKLiSevDh0EVJYFNwhxWO7A//Ez3EsIqXpy8ST/xO6CCkcCu5Q4rEt8Hf52iR0KSISlMPPrrYodCFSGBTcIcRjE4AHgO1DlyIieaEbOJZ48rrQhUj+U3CPtnisErgV2D90KSKSV9YCexFPPhG6EMlvGlU++n6LQltENlYLXE88ptNn0icF92iKxy4ETgpdhojkrc2Ba6KeOZGsFNyjJR77FPCd0GWISN7bG/hZ6CIkf+kc92iIxxYAdwG6wYCI5OpzxJO/DV2E5B8F90iLx7YCHgSmhC5FRsZ/mlJ8/c42Xm1MMbbKuPbYWjYZ6zuzrkx00plydHRD41rHeQs2PHa7e0kXh13ZSnX5+vl3HPDaWeOoq17/3CuNKX7+SAc/Pbhmo/2/1pTitle7KDfYZ3Y5204pX7fsmfe6+U9TisO3Vc9rAeoE9ieevC90IZJf1FU+kuKxGuA6FNpF7dE3u7nqE7U88blxzI6V8dQ7KQD+/U43L61MceLOVZy6axWr2h3/fK1rg3Un1BgvfWkcK84bz4rzxvPe18bx1T2qNgjt1k7HRf9so7kt+0H2pfe3c9yOlRz7vkp+cH/Huuedc9z0YpdCu3BV4s93zwxdiOQXBffI+ilQH7oIGVmf3LGSMjPauhzH7VjBR+b6uzb+pynF2Kr1r5s2toxURvbuMr2cGePX/xne/mo3H95yw7s+/vLRDk7cqffwXZpMMb4KxlbBOy3rd3DlM118ul6hXeCm4Ueab9zVIiVLwT1S/BzknwtdhoyOxLvdfOnmNi74Rzv3LvWt6oO2quDvL3Vxx6tddKccm443Dtiy71sxP7isi/mbre/q/vPTnRy9fSW1lb1PZb/7ZuUsW+V4c5Vjv9l+3eUtKdq6HLMn6E+8CHwA+N/QRUj+0F/1SIjH5gD/F7oMGT1zJpTxf4fXcskB1Xz62rU45xhTafzy0BqWrUpx3h3tPPNeir7GlKxud4xP6yJ//K1uxlfDFhP7/jP9xl7V/Pudbp5fkeKcPXwTf9G/OzlxZ9/avvnlTv72fCftXTRvpLcAACAASURBVBrPUsCOJx77augiJD9ocNpw89df/gvYPXQpEsakS1fx0pnjWNHq+NPTnXx3f9/LecFdbUysNc7dM/vFBX96uoPdNitnm8m+1XzS9WvXndde0ep4PZli1xnl/O7wGiaP6T3M71nSRU0F7D6zgque6WTaOGPuxDL+8FQn39xXFzYUsG78zGoPhS5EwlKLe/hdjEK7ZDnnqKkwJtcaN73YxazY+j+xT9VXcveS7l7XfbXRrQttgMuPrOX648Zw/XFj+O7+1ey/RQXXHzemz9Bu73L8+91udp/pu+TvXdrFjHHGjPHGQ2/0vm8pCOXAFcRjY0IXImEpuIdTPHYwcG7oMmT0tHc5VrSm1j2+9vkuvrx7FWbG1pPLeG75+mUvrkixYHMfzJc91M7KtPU6ut0GA9kGa9G/O2nYef2GNhlbRmcK1nbCzDrd8r0IbA38MHQREpaCe7jEYzOAKwB9O5aQpckUH/vLWn78YDvXPd9Jss3x9QU+OI/crpJJtcZlD7Vz+VMdPLc8xbl7VrG20/Hjhzp4ceX64H5wWTf7zO574Fp/Xl7ZzbSxRqxm/Ufw8/MqeWBZNze91MXXF6ibvEh8IWokSInSOe7hEI+VAXegm4dIQA8s62LPzYcW/lIw3gZ2JJ5sDF2IjD61uIfH+Si0JTCFdkmZAfw6dBEShlrcQxWP7YEfRV7e30tFRIbZ8cSTfw5dhIwuBfdQ+Eu/ngJ2CF2KiJSkZqCeePKN0IXI6FFX+dCch0JbRMKZAFxOPKZBsSVEwT1Y8dhc4MLQZYhIyTsAODN0ETJ6FNyD9ytAE/+LSD64hHhs+9BFyOhQcA9GPPYZ4MOhyxARidQCvwxdhIwODU4bqHhsEvACMDV0KSIiGY4lnvx/oYuQkaUW98D9AIW2iOSnHxKP1YYuQkaWgnsg4rG9gc+GLkNEpBezgIWhi5CRpa7yXMVjVfhrtjUARETy2Vpge+LJpaELkZGhFnfuzkOhLSL5rxb4UegiZOSoxZ0Lf832M+jyLxEpHAcQT/4jdBEy/NTizs33UWiLSGG5jHhM91AoQgru/sRj7wc+EboMEZEB2hE4I3QRMvwU3P27GNA8wCJSiL5NPDYldBEyvBTcfYnH9gI+GroMEZFBmohvfEgRUXD37XuhCxARGaJTicd0F8MiouDuTTx2MLB36DJERIaoDLggdBEyfHQ5WDb+3raPAbuGLkVEZBh0A9sRT74SuhAZOrW4s/sECm0RKR7lwPmhi5DhoRZ3Jn/d4zPAdqFLEREZRl3A1sSTS0IXIkOjFvfGTkShLSLFpwLdgKQoqMWdzt9I5CVgduhSRERGQAewJfHkm6ELkcFTi3tDp6LQFpHiVYW/YZIUMLW4e8RjZcDLwJahSxERGUFrgS2IJ98NXYgMjlrc6x2JQltEil8tcG7oImTwFNzrnRO6ABGRUfIFzWFeuBTcAPHYbsCC0GWIiIySscDZoYuQwVFwe2pti0ipOYN4rDZ0ETJwJR/cJ/5m682WVZTvEboOEZFRNgE4JnQRMnAlH9xP1tR88ZCZm252yMwZD91TW/N06HpEREbR6aELkIEr6cvB6hfVVwPLgKk9z9WkUi+enFy9/JRkcl61oyZcdSIio+J9xJPPhS5CclfqLe5jSQttgLaysm1/NTG21/zZm7d8adqUe96qKH87UG0iIqPhtNAFyMCUeov7IWD3Pl/kXNesrq5Hv7Gyaexea9t2Gp3KRERGTSOwKfFke+hCJDclG9z1i+rrgQGd0x6TSj3/2eZVjScnV82rguoRKk1EZLR9hnjyL6GLkNyUclf5iQNdobWsbPufT5qwYN6czVd9ZZMp97xbXq4pA0WkGGiQWgEpyRZ3/aL6cvygtBlD2pBznXM6ux69YGVj3Qfb2nccluJERMLYlnjypdBFSP9KtcV9IEMNbQCzyiVVlXueNmPajh+cPfPZ38XqHujwt80TESk0GqRWIEq1xf0n4DMjse0y5947sHXt8wtXNu4wtTs1tf81RETywnJgJvGkGh95ruSCu35R/TjgXWDMiO7IuY65nZ2PXriyaeK8tvYdRnRfIiLD45PEk1eHLkL6Vopd5Ucz0qENYFb1alXVgpNnTNthj9kzn1lUN/6BTugc8f2KiAzeKaELkP6VYov7LmD/EPsuc+6dg1paXzyvsWmHKepGF5H80wVMI55sDF2I9K6kWtz1i+o3B/YLtf+U2fRbxo3d90Obb1Z39KbT73uiuur5ULWIiGRRARweugjpW0kFN/5OOOHfs1n1S9VVezVsOn37BbM2S/ypbtyDXf5IV0QktKNDFyB9K6mu8vpF9fcA+4SuI5sy594+dE3rS+c2Nu04KZWaHLoeESlZ7cBU4snVg1l5zsLFE4BDgCOAM5ZccujK4SxOfLdISahfVD8JWBC6jt6kzGbcNH7sjJvGjWnbrqPzvotWNk7dqb1j29B1iUjJqQY+BlyZ6wpzFi7eHB/URwD7ApXRopuAPw13gaWuZIIbfwRYHrqIfpnVvFBdtddnNp1OrLv76S81JVuPWb1mfnkh1C4ixeJD9BPccxYu3gk4Eh/Wu/byso+h4B52JdNVXr+o/mr8Oe6CU+7cm4etaXnlq43NO01IpSaGrkdEitJTwA3A9cSTT2UunLNwcTmwN+tb1lvksM1mYOqSSw7VGJ5hVBLBXb+ovgo/K1Bd6FqGxLm17+voeOzCFU3Td+zo2Dp0OSJS0LqAe/FhfQPx5NLMF8xZuHgMcDA+qA8FBjP+5kNLLjn07iHUKRlKpat8Pwo9tAHMap+trt77U5tNZ0J391NfbmpuP3p1y/yyfBgpLyKFYA1wG3A9sJh4sinzBXMWLt4EOAzfDX4gUDPEfX4MuHuI25A0pRLcRXddYnN5+S7fmTKZiydPeuPI1S2vnt3UtEss5WKh6xKRvPMucCO+ZX0n8WR75gvmLFy8NevPV+/B8DYGPgqcO4zbK3ml0lW+FJgVuo4R5VxLfXvHExetbNx0+47OuaHLEZGgXqTnfDU8TDyZSl84Z+FiA3bDB/WRwPYjWIvDn+fWZWHDpOiDu35R/Y5AInQdo2lSd/eTX2ls7jxiTcs8daOLlAQHPMT689UvZL5gzsLFVcAB+LA+nOG4tXHuDl9yyaE3jeL+ilopdJXvF7qA0dZYXv7+b06dzHemTFp69Oo1S77c1LxLnbrRRYpNO3AXvlV9E/HkO5kvSJsM5Uj8ILPxo1rhenvir+mWYVAKwb1v6AJC6TKbfVXd+NlXjR+3Zpf2jnsvWtG4+TadnblcwiEi+akJWIxvWd9KPLkm8wV9TIYSUt5OflWISqGr/B1gWug68oJzbkp36omzm5pSh61pnWdgoUsSkX69zvrz1fcST250TXSOk6GE1AbEllxyaEfoQopBUQd3/aL67QDdgSuLSueWHLNqzetnNjW/f5xzobrPRCS7nslQbiCefDJz4SAnQwltjyWXHPpQ6CKKQbF3lZdsN3l/Os3m/CU2fs5f6sat/kBb+70XrWycNbeza07oukRKVBfwL3yruq/JUA7Ct6wHOxlKSHviB9DJEBV7cOflncDyitn4x2tr9jlysxluk+7ux85pbLZDWlp3VTe6yIjrmQzlBuDvvUyGMhU/AvwI/GQotaNa4fBaAPw4dBHFoNiDWy3uXJnZexUV8xZuMoWLnHvtuFWrl32xKbnrWOfGhS5NpIiEngwlpD1DF1AsivYcd/2i+rnAK6HrKGjOJXdra3/qwpWNc7bo7JoduhyRApVPk6GENnfJJYf+J3QRw8XMzAUI0WJuce8duoCCZxZ7pLZm38M3m5Ga3t396LmNzeUHtbTm44hVkXzigIdZf766t8lQ9scH9WhPhhLSAmBEgtvMDgHeds49mfbcacC/nHMb/T8YJhVm9iPgeufcP3JdyczmAc8551rN7GjgFudca847HUShhWJ+6AKKhlnZOxUV88/dZArnp9yrn161+q0vNCd3HePc2NClieSJnslQbgBu7GUylBh+UNkR+Pm7S/FqjgXAH4d7o2ZWA5wBfMrMyoGjgJuBA5xz/5v2mpOcc78e5D7KAZxz3T3POec6zewnwOeAf6S9tgL4gXPunF42dwJwO/6a/DPwN2FRcAM7hy6gGHWU2dzLJ9TNvTw2PrnH2rZ7LlzZNHdWV9fM0HWJBJDLZCgzWX++Ol8mQwlptxHa7tn4XotHgPeAbmAuMNvMnsePLQDoMrNrnXPLB7GPGHC3mTVmW2hmd2d5bh/n3L1ZXt4GPBv9e7lzbkDzuBdlcNcvqjdgp9B1FDWz2INjavc9tLYmtWlX9yNfa2yqOrB17S6hyxIZYblOhtJzvlqnlja03ZyFi8uWXHJoqv+X5sbMtgHmOuc+YGZfAp7A35/iLOfcHmZ2MFDtnLthKPtxzjUS5YqZTQD2cM7dklHLecDjzrm7Mp6POeeS6Zvr5b1UAPOcc31eNleUwY0/0irFbqjRZ1b2VmXFbmdPm0p1KvXyCatWv/O55lXzapwr5MtWRNIV42QoodTifz+vDsfGzKwMOBa41cz+gZ8lcwf8AdZSMzsQn3MLzOzAzEDNcR8fd85dl/6cc67ZzLYys7hzLh69bhJ+YOFlWTZTYWZHOef+1s/ujgNONLODnXO9HtwUa3Cr5RdAe1nZ1v83Ibb172J1TQvWtj1ywcrGrWZ2dW8Wui6RASqFyVBC2oFhCm58hv0g+vfdzrkVAGY2BzjeOffd6PF+wPuAu8xsL+Biemn1ZqgBdou6vO+LtrUn8Bjwa/xBQ4+DgNOj8947AGOdc48COOdWmtlOZva4c+71bDsyMwNOBo7pK7R73nQxUnAH5Mwm3jemdt+P1m7aPbOr66Gvr2yu3W/tWo05kHzWAtxK6UyGEtIODNOdwpxzHQBmtjnwgJn1HBDUANOiFjfABOAX0b8fBA5zzq0a5G5Pxk8k0xbt+7S0ZZ/z+Qv4Fv/JaSF8HfDtaP1sjgH+EHXJ96lYg1shkQ/Myt+orPzgmdOnUpNKvXhScvXyU5PJedWOmtClieAHLN2Eb1nfRTzZlvmCOQsXb4VvVR9JcU2GEtIOI7DN/fAjxu+CrC3uvYHNYd2o8MGGNkAKOM45t2QgKznnEmb2kWh0+wbMrApY4Jw7K5dtFWtwq8WdZ9rKyrb99cTYtr+ZULdyn7VrHz5/ZdM2m3Z1l8q1q5I/eiZDuQF4qJ/JUI5gZEKm1A3rBDNmNhb4L+B1M7soejqzxQ1Qa2YVzrkrhrjLSgZw6VaGZb08fwJwSa4bKbrgrl9UPxnQ5Ul5yplNvmfMmH3vqa3tmtXV9eDClU3j9l7bVh+6LilaA50M5TBg01GtsPRsPZwbc861mNknnXMPA0ThbUCqp8UdPX860G83dA7q8JcCDsbBzrm2tO508N34S5xzb+e6kaILbnSEXBjMKl6vrNzjjOmbUJtKPf/Z5KrGzzavmlcF1aFLk4KnyVDy24Q5CxdPXnLJoQO6drkvzrmHo5b3+fixCsuA46MBX9OBFcDuwDeHZ3euc5ArNmd5unmgo92LMbi3DF2ADMzasrLtfzFxAr+cEFuxX+vah85f2bTt9O7u6aHrkoLSjJ8M5Xo0GUoh2AoYtuCORo3vDFzqnFtlZnPx9+JwZjYeuBp4yjn35hD3MxcY0PSpZlYJdOUyp7mZ1QJnO+e+19frijG4dQ1lgXJmU/45dsy+/xxT2zmns+uB81c21e3R1rZj6Lokb/VMhnIDcI8mQykoW+FPYQyJmU3G3775Wefc3WmLKoAkgHPuJTPbt79LrHLYlwGnAd8f4KqHAheZ2eqM5z/Y02WeOeuamd3RcylZNgpuyT9mlUuqKvc8fcYmjE2lnju1eVXTiclV86ugKnRpEty/WX++urfJUPZifcta3wf5ae5wbCSaKnSjSU2ccy/iByL2PB6Omdo+DPwoYwa0fjnnrsd/ZodNMQa3usqLSEtZ2Q6XTZrAzybGlh/Yuva5hSubtt+ku3uT0HXJqOmZDKVn5rIlmS9ImwzlCOBjaDKUQrBV6AIGyjl3e+gaehRjcOsIuwg5s6l3jB2z7x1jajvmdnY+cMHKpgnz29o1ELE4pU+Gsph4cqORwKM5GYrr6mDFTT9k6lHnb7Tszd+eTqpt/el0193JpANOZ9xOH6bjvddoffkhKsZPpuPd/zDxQ5/FKjbuNFr9xN8pr5tKqq2FcTvuv35bzrHqof9HbI9jN1qnCMwKXUAhK6rgrl9UX40u5ShuZlWvVlXt+dkZ0xiXSj17enMyeXxy9fxKDTQqdHk7GcrqJ2+m/Z1Xsi6bdMDp1M6dt+5x8uHrGLP9PrjuLlbc9N9MP+FHlFXVsuaZu0g+dA0T9vr0Buu3v/kCrrubMVvtzvIbf8DY7ffGyv1HueW5uxm7w34j9r4CU6/IEBRVcAOz8dfvSQlYU1b2vh9PmshPJ0549yMtrS98vbFphyndqamh65KcvUTP+ereJ0OZz/rz1aPew9Ly/L3Uzp3PqsduzLo8PbRdqhtSXZRVVtPx3mtQVk5Zle8IqJ2zK+/8+byNgrtr1XtY9BqzMlLtrZSPidHd0ozr6qQiVrRnhRTcQ1Bswa1u8hKUMpt267ix024dO6Z9687O+y9c0Thp1/aOYZ2dSYZFz2Qo/raYfU+GcgS+KzxYD1r7O69QVlVL5aTc7pPT9tqT1MyK7iZcVr7BsrLacXSt2vgW0FXTt6LluXsAsOqxlI+JAbDmmX9QN/+IIVSf9xTcQ6DgluJhVv1yVdWChk2nM747lfhCc3LNp1atnl9RfJ/zQjLQyVAOxs9MFVSqvYX21xPU7XZUzuu0v/UiE/b+DACVk2di5RV0Jd+jIrYJ3S1NWMXGZ3MqJ25Kzax61i55at2+2l5/mprN34eVldPx7n/obm2mfNwkqqbOGZb3lieq5ixcPH7JJYdmXiIlOSi2L7RpoQuQ/LC6vKz+B5Mn8sNJE97+aEvrS+etbNpxUiqlo/zRketkKD3XV+fdZChrEnexdulTtL3xLACp1iTvXfdd6uYdQc2sjWfodV0dGwSzWRlTj7qA1U/eTM3snTEzqqZlvwKqZvP1UxW4rk463nuNunlHkOpsY80zdzHpgNNYeev/MOmgL5ExVWahmwwouAeh2IJbX8yygZTZjMXjxs5YPHZM23YdnfdduLJx6s7tHduGrqsIDWQylCOAD4xueQNTN+9w6uYdvu7xG7/6LJt8/MJeX7/2tSep3XLDt1QxfgoT9zkRgBU3X8a4+gOzrbqBNc/cue51nSteX3cw4DrbSbUmKR87YcDvJY9NBpaELqIQKbilNJjVvFBdtdfxm04n1t399Bebkq3Hrl4zvxzK+19ZelGSk6G0LX0agJrZO617rnP5EsZsvXvW13c2v0P36hWMTbvUK+vrGt+kfOxEyqrHAvjz3alovF5ZGWU144ah+ryi7+tBKrbgnhS6AMl/yfLynb43ZRKXTp741sfWtLz81cbm+omplD47/dNkKEDryw8CGwY35dm/SjuWL2X1Yzcw5fDzMOv76rW1rzxM3W4fX/e4IjaNiomb0rbsGWq3nI/1so8CNiV0AYXKcpj3vGDUL6p/BH/5iEjunFu7Q0fH4xetaJq2Y0fHsN5ysAi0ALfhW9Z9TYZyGL5lPaKToRSStqVPk+pso3buvH5Du2v1Skh1F/PlX9l8ecklh/5P6CIKUbEdwhXd0b2MArPa56qr9/rUZtOZ0N391JlNyfajV6+ZV8Ld6D2TodwA3NnPZChHAHsySpOhFJINWuT9qBhfkl9dJfmmh4OCWyRNc3n5Lv81ZRLfmzzxjSPWtLx6TmPzzrFUqqhGBPUi7ydDkaKj7+tBKprgrl9UXwHEQtchxaHbbOZ148fNvG7c2NYd2zv+ddHKxhk7dHQW3I0R+lBQk6FIUdI57kEqmuBGA9NkJJiNeaameu9PbjaDSd3dT5zV2Nx15JqWeWWF2TXcDvwD37IumMlQpGjpszVIxRTcpdCdKQE1lpfv+q2pk/mvKZNe//jqNa+d1dS8S13K5XsvT89kKDcAtxTiZChStEp1DMmQFVNwb3y/PJER0GU26+q68bOuHj+uZef2jnsvWtE4c9vOzny6D3wuk6HUs/58dV5PhiJFS8E9SMUU3MX0XqQQmI39d031Pp/YbLqb0p16/Oym5tRha1rmWZg71P2b9eer+5oMpWfmsnw60JDSpO/sQSqmX5y69yQMM1tRUf6BC6ZO5ltTJi09ZtWapWc2Ne8y3rmRPIenyVCk0KnFPUgKbpFh1GU2+8rY+NlX1o1bvWt7+70XrWjafKvOzuGa6lOToUgxUXAPkoJbZCSYjX+ipmafozab7qZ2dz/21cZmO6SldddBdKPnMhmKAfNYPxlKzxfio0N4ByIj7bnQBRSqopnytH5R/QHAnaHrEOlNpXOvHbdq9bIvNiV3HetcX3eMeIme89VZJkMRkdKmFrfIKOk02+KPsbot/lg3ftX8tvZ7L1rZOHuLzq7Z5DAZiohIj2JqcR8G3Bi6DpGcOZealEo90Wa2tLWsbKMucJE8dmeiIXF56CJKlVrcIqGYlTWWl8/Dn58WKSTNwOWhiyhVhThtY290HlBEZHTo+zagYgru9tAFiIiUiO7QBZQyBbeIiAyUWtwBKbhFRGSgOkIXUMqKKbg1KldEZHSsCl1AKSum4G4NXYCISIlQcAdUTMG90X2GRURkRCRDF1DKFNwiIjJQanEHpOAWEZGBUnAHVDTBnWhIdKKR5SIio0HBHVDRBHdkRegCRERKgII7oGIL7ndCFyAiUgI0OC0gBbeIiAyUWtwBKbhFRGQgmhMNCY0nCkjBLSIiA/FG6AJKnYJbREQGYlnoAkpdsQX3u6ELEBEpcgruwIotuNXiFhEZWeoqD0zBLSIiA6EWd2DFFtxvAi50ESIiRUwt7sCKKrgTDYlW4K3QdYiIFDG1uAMrquCOvBS6ABGRIqbgDqwYg/vF0AWIiBSpFVHPpgRUjMGtFreIyMh4PnQBouAWEZHcPRu6AFFwi4hI7hTceaAYg/s1oDN0ESIiRUjBnQeKLrgTDYkufHiLiMjwUnDngaIL7ohGlouIDK8ViYbEe6GLkOIN7qdCFyAiUmTU2s4TxRrcj4YuQESkyCi484SCW0REcqHgzhNFGdyJhsQ7aCJ8EZHh9HjoAsQryuCOPBa6ABGRItEGPBG6CPGKObjVXS4iMjweSzQkND9GnlBwi4hIfx4IXYCsV8zBra5yEZHh8WDoAmS9og3uREOiCXgldB0iIkVALe48UrTBHdFRoojI0LyqGdPyS7EH912hCxARKXBqbeeZYg/uO0MXICJS4NRzmWeKOrgTDYk3gRdC1yEiUsDuDV2AbKiogzui7nIRkcF5I9GQ0FSneaYUglvd5SIig3NL6AJkY6UQ3P8EukMXISJSgBTceajogzvRkEiiyVhERAaqE51qzEtFH9wRdZeLiAzMA4mGxKrQRcjGSiW4bw9dgIhIgVE3eZ4qleC+H1geuggRkQKi4M5TJRHciYZEN3B96DpERArEm4mGxNOhi5DsSiK4I9eGLkBEpECotZ3HSim4/wE0hy5CRKQAXB26AOldyQR3oiHRCdwYug4RkTz3Hr6hI3mqZII7ck3oAkRE8tw10bggyVOlFty3A6tDFyEikseuDF2A9K2kgjvRkGgHFoeuQ0QkTy3DXz4reaykgjui7nIRkeyuTjQkXOgipG+lGNx/B1aGLkJEJA+pm7wAlFxwR93lfwpdh4hInnk50ZB4PHQR0r+SC+7I70IXICKSZ/4augDJTUkGd6IhkQAeDV2HiEieSKEGTcEoyeCO6EMqIuLdkmhILA1dhOSmlIP7SqA1dBEiInngV6ELkNyVbHBHN4j/f6HrEBEJbCm6qUhBKdngjqi7XERK3W8TDYlU6CIkdyUd3ImGxL+AF0PXISISSCdqwBSckg7uyGWhCxARCeRviYbEu6GLkIFRcMPlwIrQRYiIBKBBaQWo5IM70ZBYiz68IlJ6nk80JO4OXYQMXMkHd+TnQFvoIkRERtEPQxcgg6PgBhINifeAP4auQ0RklLyF7tlQsBTc6/0I0O3sRKQU/DTRkOgIXYQMjoI7kmhIvIi/5aeISDFLAr8JXYQMnoJ7QzrnIyLF7hfRzJFSoBTcaRINiXuBh0PXISIyQlqAn4QuQoZGwb2xeOgCRERGyK8TDQnNW1HgFNwZEg2JW4EHQtchIjLM2tDpwKKg4M7um6ELEBEZZr9JNCTeCV2EDJ2CO4tEQ+Iu4O7QdYiIDJNVwHdDFyHDQ8Hdu/NDFyAiMkwu1bnt4qHg7kWiIfEgcGPoOkREhuhNNJK8qCi4+3Y+oBvMi0gh+1Z0MyUpEgruPiQaEs+iOcxFpHA9i791sRQRBXf/LsBPWiAiUmgWJhoS3aGLkOGl4O5HoiHxJhqNKSKF555EQ0L3XyhCCu7c/Bh4KXQRIiI5csB5oYuQkaHgzkF0+7svh65DRCRHv080JB4JXYSMDAV3jhINiduAG0LXISLSj+WotV3UFNwD8xX8fL8iIvnqa4mGRGPoImTkKLgHINGQWAJcGroOEZFe3J1oSCwKXYSMLAX3wF0CvBa6CBGRDB3A50MXISNPwT1AiYZEG3Bm6DpERDL8INGQeDF0ETLyFNyDkGhILAauCF2HiEjkFeDi0EXI6FBwD95Z+Mn7RURCOyPqDZQSoOAepERDohk4NXQdIlLyfp9oSNwRuggZPQruIUg0JG4Ffhe6DumdSzk6VnaQfCy50bK1r69lxa0rcCkXoDKRYfEffO+flJCK0AUUgXOADwOzQhci67W+0srSny3Fyg2AzU7abIPly/++nFRnik2O2AQrs16345zj9Z++zuyzZwPw2qWv0bZsfY+kSzkmf3gy046atsF6Hcs7WJNYA2UwdtuxVM+oXres7Y02OpZ3i/6e7AAAD6RJREFUUPf+uiG/Tylp3cAJiYbEmtCFyOhScA9RoiGxqn5R/SmAuqrySPfabrb5/jaUjy3faNnKO1fS/m47M0+Z2e92mu5tovWV1nWPp3x0CuN3Gr9++b+aGLfjuI3WW754OdOPmQ4Gb1/59rp9OedY/dRqpn5s6mDelki6SxINiQdCFyGjT13lwyDRkLgT+E3oOmS9VFuKsjEbf7w7mztZfvNyZnx6Rr/bWPPcGmo2raGsZv120kMboLOxk8qJlRvvZ2UnZbVllFWX0ZXsWvd88qEksQ/GBvJWRLJ5HPh26CIkDLW4h8+5wP7A1qELEUitTfHywpfpbulm/M7jmXH8DMpry2m+r5m699fR3dpN4z8b6V7VzfTjpm+0fsfKDjqbOpm4YGKv+2h7q42qaVVZl9VuWUvnyk4wGLvdWAC6VnXhOh1VU7KvI5KjtcDxiYZEZ+hCJAy1uIdJdJ7pGDSXeV6o3aqWud+ey7Y/2haXcrz957cBaP1PK2O2GkPV5CqmHjKVtjfaaHmxZYN1XZej+f7mPkMbYPWTq3s9Tz31Y1NpW9ZG+1vtTDl4CgDN9zczYcEEv+6/V7Pq8VWkOlNDfatSes5LNCReCF2EhKPgHkaJhsS/0QjPvFCzaQ3lNeWUVZex2Umb+YFigOt0G5z3rplVQ+urrRusu+rJVbS82MLSy5ay9LKldK3uYullS0k+suHI9FR7irLq7H9CZZVl1O1ax/idxmNlRssLLYzZZgxWbiQfTmJVRs2cGlbcvGKY37kUuduAX4QuQsJScA+zREPit8CfQ9ch65VVl607T105uZKuVevPObtuR1nlhn8GsfkxtvjaFsw+azazz5pNxfgKZp81m9hu689Nty1ro3Z2bU77T3WmaFvWxpi5YwBoebGFygmVVE6o3OigQaQPb+BHkev6xRKn4B4ZnwPUlRWIc46O5R3rHq95fg11u/ou7QkfnMDqp1avW9b+Vjvj6v2o8BW3r6BrTRe5WPPcmnXr9Se9ixygoq4C1+1IdaSyDmwTyaID+ESiIbE8dCESnganjYBEQ6KlflH9McDDwJjQ9ZSaVFuKtxa9RdW0Kmrn1OJSjmnH+Ousx243lrVL17Li9hWUVZUxYc8JVE+vJtWRYuVtKxmzxRgqtu7/z8J1O8qq+j/ubX+nnYq6CsrHrO+en/ShSax6chVly8qYcuiUwb9RKSVnJRoSD4cuQvKDOadel5FSv6j+JOAPoeuQcFpfbmXM1jp2kyG5PNGQODl0EZI/1FU+ghINicuBywOXIQEptGWIngC+ELoIyS8K7pF3BvBI6CJEpOA0Akfrrl+SScE9whINibXAEcDroWsRkYKRAj6daEgsCV2I5B8F9yhINCTeAQ4DVvf3WhER4MJEQ+K20EVIflJwj5JEQ+Jp4FP4I2kRkd78b6Ih8f3QRUj+UnCPokRDYjHw1dB1iEjeugU/LkakV7ocLID6RfW/Aj4fug4RyStPAPvq/trSH7W4wzgTuD10ESKSN5YAhyq0JRdqcQdSv6g+BtwL7BS6FhEJqglYkGhIPB+6ECkManEHkmhIJIGPAC+FrkVEgmkHjlRoy0AouANKNCTeBQ4EloauRURGXQpoSDQk7g1diBQWBXdgiYbEMnx4vxO6FhEZNQ44LfH/27v3IEvK+ozj399ehNUIGDCsBogGhHh5oQS8IIqbrFyiaEFpkD/EliIQNFiCCUkqJamoqIkxRCnvpkz1Wt41XkjFK7oipjRG2eSFCgFiiJSYSImAGpFd9s0f3YOzw9ndOcvMvKfP+X6qTs2Znu1znqnaOs9099vv2+QP1w6i4bG4J0Bu8k3AiXRTHEqabgU4Pzf5vbWDaJgs7gmRm3wtcArOriZNuwtyk99dO4SGy+KeILnJ3wROBX5WO4ukZXFhbvLba4fQsFncE6YfqHIalrc0bS7OTX5L7RAaPot7AuUmfx5Pm0vT5E9zk99UO4Smg8U9ofoj7404YE0auktcNERLyZnTJlxq0xOALwDra2eRNJbtwMu9pq2lZnEPQGrTYcCVwCG1s0halHuAF+Umf7R2EE0fi3sgUpsOBr4IHF47i6Rd+jFwem7ylbWDaDpZ3AOS2nQg3apiLkwiTabbgN/OTf5W7SCaXg5OG5B+bvMT6K55S5osN9Ot8mVpa1lZ3APTryr2bOCdtbNIuk8GnpabfGPtIJp+niofsNSmC4G/xj/ApJo+B7yw/6NaWnZ+4A9YbvKbgecBP6mdRZpRlwPPsbS1kjzingKpTUcCV+DtYtJK2Qr8fm7ye2oH0eyxuKdEatN64FPAk2tnkabcD4AzcpO/UjuIZpOnyqdEbvL/ABuATZWjSNPsX4BjLW3V5BH3FEptOo/u2ttetbNIU6QFzs9Nvrt2EM02i3tKpTYdA3wMeFTlKNLQ/Qy4KDf5XbWDSGBxT7XUpocB76Vb31vS+K4FzsxNvq52EGmOxT0DUpteDvwVnjqXxvEO4JWeGteksbhnRGrTE4EPA4+pnUWacLcD5+Qmf7J2EGkUR5XPiNzka4CjAa/TSTt3FXCUpa1J5hH3DEptOhH4W5ywRZpzL/Aa4NLc5O21w0i7YnHPqNSmfejmOf/d2lmkyrbQnRr/du0g0mJY3DMutekU4D3AQbWzSCvsbuDVwJtyk7fVDiMtlsUtUpv2Bd4MvKRyFGmlXAWcm5t8Q+0g0rgsbt0ntek5wFtx0hZNr7uAPwbelZvsh58GyeLWDlKb9gb+hO7Dbe/KcaSldAXw0tzk79UOIj0QFrdGSm16NHAZzrqm4bsJuNhbvDQtLG7tUmrTyXQLlhxeO4s0pjuBS4HLc5PvqR1GWioWt3YrtelBwEXAq4BfqhxH2p176e6U+LPc5Ntqh5GWmsWtRUtt+lXgtcCLgdWV40ijfIFufvFraweRlovFrbGlNh1Bd//rGUB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     },
     "metadata": {}
    }
   ],
   "source": [
    "plt.figure(figsize=(10,8))\n",
    "plt.pie(data['values'][-1,3:6],autopct='%.2f %%',explode=[0.1,0,0],labels=['第一产业','第二产业','第三产业'])\n",
    "plt.title('2000-2017年各季度各产业生产总值饼图')\n",
    "plt.savefig('2000-2017年各季度各产业生产总值饼图')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "plt.figure(figsize=(10,8))\n",
    "num=(list(data['values'][:,3]),list(data['values'][:,4]),list(data['values'][:,5]))\n",
    "plt.boxplot(num)\n",
    "plt.title('2000-2017年各产业生产总值箱线图')\n",
    "plt.savefig('2000-2017年各产业生产总值箱线图')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ]
}